Overview

Dataset statistics

Number of variables30
Number of observations23190
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory5.3 MiB
Average record size in memory240.0 B

Variable types

NUM17
CAT10
BOOL3

Reproduction

Analysis started2020-10-05 02:30:57.639477
Analysis finished2020-10-05 02:31:40.284517
Duration42.65 seconds
Versionpandas-profiling v2.8.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download configurationconfig.yaml

Warnings

df_index has unique values Unique
EducationField has 441 (1.9%) zeros Zeros
JobRole has 2077 (9.0%) zeros Zeros
NumCompaniesWorked has 3144 (13.6%) zeros Zeros
TrainingTimesLastYear has 854 (3.7%) zeros Zeros
YearsInCurrentRole has 3877 (16.7%) zeros Zeros
YearsSinceLastPromotion has 9178 (39.6%) zeros Zeros
Employee Source has 2103 (9.1%) zeros Zeros

Variables

df_index
Real number (ℝ≥0)

UNIQUE

Distinct count23190
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11705.134497628289
Minimum0
Maximum23432
Zeros1
Zeros (%)< 0.1%
Memory size181.3 KiB

Quantile statistics

Minimum0
5-th percentile1180.45
Q15850.25
median11698.5
Q317554.75
95-th percentile22249.55
Maximum23432
Range23432
Interquartile range (IQR)11704.5

Descriptive statistics

Standard deviation6756.345413
Coefficient of variation (CV)0.5772121127
Kurtosis-1.199413381
Mean11705.1345
Median Absolute Deviation (MAD)5852.5
Skewness0.001987364125
Sum271442069
Variance45648203.34
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
20471< 0.1%
 
190841< 0.1%
 
231821< 0.1%
 
211351< 0.1%
 
108961< 0.1%
 
88491< 0.1%
 
149941< 0.1%
 
129471< 0.1%
 
27081< 0.1%
 
6611< 0.1%
 
68061< 0.1%
 
47591< 0.1%
 
191001< 0.1%
 
170531< 0.1%
 
231981< 0.1%
 
211511< 0.1%
 
109121< 0.1%
 
88651< 0.1%
 
150101< 0.1%
 
129631< 0.1%
 
27241< 0.1%
 
170371< 0.1%
 
47431< 0.1%
 
190521< 0.1%
 
67901< 0.1%
 
Other values (23165)2316599.9%
 
ValueCountFrequency (%) 
01< 0.1%
 
11< 0.1%
 
21< 0.1%
 
31< 0.1%
 
41< 0.1%
 
51< 0.1%
 
61< 0.1%
 
71< 0.1%
 
81< 0.1%
 
91< 0.1%
 
ValueCountFrequency (%) 
234321< 0.1%
 
234311< 0.1%
 
234301< 0.1%
 
234291< 0.1%
 
234281< 0.1%
 
234271< 0.1%
 
234261< 0.1%
 
234251< 0.1%
 
234241< 0.1%
 
234231< 0.1%
 

Age
Real number (ℝ≥0)

Distinct count43
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean36.922940922811556
Minimum18
Maximum60
Zeros0
Zeros (%)0.0%
Memory size181.3 KiB

Quantile statistics

Minimum18
5-th percentile24
Q130
median36
Q343
95-th percentile54
Maximum60
Range42
Interquartile range (IQR)13

Descriptive statistics

Standard deviation9.116306612
Coefficient of variation (CV)0.2469008802
Kurtosis-0.4101942588
Mean36.92294092
Median Absolute Deviation (MAD)6
Skewness0.4094278734
Sum856243
Variance83.10704625
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3512185.3%
 
3412105.2%
 
3611014.7%
 
3110794.7%
 
2910734.6%
 
329564.1%
 
309504.1%
 
389414.1%
 
339174.0%
 
408713.8%
 
377913.4%
 
277723.3%
 
287523.2%
 
427343.2%
 
396592.8%
 
456442.8%
 
416402.8%
 
265982.6%
 
445252.3%
 
465182.2%
 
435112.2%
 
504772.1%
 
244161.8%
 
254111.8%
 
473831.7%
 
Other values (18)404317.4%
 
ValueCountFrequency (%) 
181270.5%
 
191300.6%
 
201740.8%
 
212080.9%
 
222571.1%
 
232231.0%
 
244161.8%
 
254111.8%
 
265982.6%
 
277723.3%
 
ValueCountFrequency (%) 
60800.3%
 
591480.6%
 
582231.0%
 
57610.3%
 
562200.9%
 
553281.4%
 
542851.2%
 
533081.3%
 
522871.2%
 
513011.3%
 

Attrition
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
0
19527
1
 
3663
ValueCountFrequency (%) 
01952784.2%
 
1366315.8%
 

BusinessTravel
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
2
16443
1
4376
0
 
2371
ValueCountFrequency (%) 
21644370.9%
 
1437618.9%
 
0237110.2%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters3
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
21644370.9%
 
1437618.9%
 
0237110.2%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number23190100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
21644370.9%
 
1437618.9%
 
0237110.2%
 

Most occurring scripts

ValueCountFrequency (%) 
Common23190100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
21644370.9%
 
1437618.9%
 
0237110.2%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII23190100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
21644370.9%
 
1437618.9%
 
0237110.2%
 

DailyRate
Real number (ℝ≥0)

Distinct count883
Unique (%)3.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean802.2463130659767
Minimum102.0
Maximum1499.0
Zeros0
Zeros (%)0.0%
Memory size181.3 KiB

Quantile statistics

Minimum102
5-th percentile164
Q1465
median802
Q31157
95-th percentile1423
Maximum1499
Range1397
Interquartile range (IQR)692

Descriptive statistics

Standard deviation403.2073749
Coefficient of variation (CV)0.5025979782
Kurtosis-1.204819311
Mean802.2463131
Median Absolute Deviation (MAD)344.5
Skewness-0.005304453072
Sum18604092
Variance162576.1872
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
691990.4%
 
1329800.3%
 
408800.3%
 
329790.3%
 
530780.3%
 
1082770.3%
 
427680.3%
 
334670.3%
 
827650.3%
 
688640.3%
 
350640.3%
 
117640.3%
 
575640.3%
 
1157640.3%
 
950640.3%
 
1146640.3%
 
267640.3%
 
465640.3%
 
1125640.3%
 
589640.3%
 
1469640.3%
 
147630.3%
 
933630.3%
 
829630.3%
 
906630.3%
 
Other values (858)2147792.6%
 
ValueCountFrequency (%) 
102160.1%
 
103180.1%
 
104160.1%
 
105150.1%
 
106160.1%
 
107150.1%
 
109150.1%
 
111450.2%
 
115160.1%
 
116320.1%
 
ValueCountFrequency (%) 
1499150.1%
 
1498160.1%
 
1496320.1%
 
1495480.2%
 
1492150.1%
 
1490620.3%
 
1488150.1%
 
1485460.2%
 
1482160.1%
 
1480320.1%
 

Department
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
1
15125
2
7056
0
 
1009
ValueCountFrequency (%) 
11512565.2%
 
2705630.4%
 
010094.4%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters3
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
11512565.2%
 
2705630.4%
 
010094.4%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number23190100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
11512565.2%
 
2705630.4%
 
010094.4%
 

Most occurring scripts

ValueCountFrequency (%) 
Common23190100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
11512565.2%
 
2705630.4%
 
010094.4%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII23190100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
11512565.2%
 
2705630.4%
 
010094.4%
 

DistanceFromHome
Real number (ℝ≥0)

Distinct count29
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean9.188486416558861
Minimum1
Maximum29
Zeros0
Zeros (%)0.0%
Memory size181.3 KiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median7
Q314
95-th percentile26
Maximum29
Range28
Interquartile range (IQR)12

Descriptive statistics

Standard deviation8.098394237
Coefficient of variation (CV)0.8813632485
Kurtosis-0.2170633757
Mean9.188486417
Median Absolute Deviation (MAD)5
Skewness0.9607209253
Sum213081
Variance65.58398921
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2330214.2%
 
1327714.1%
 
1013595.9%
 
313465.8%
 
713305.7%
 
913255.7%
 
812705.5%
 
510234.4%
 
410144.4%
 
69384.0%
 
165002.2%
 
114612.0%
 
244301.9%
 
294291.8%
 
234281.8%
 
184181.8%
 
154161.8%
 
263951.7%
 
253901.7%
 
203751.6%
 
283631.6%
 
193511.5%
 
143331.4%
 
123301.4%
 
223041.3%
 
Other values (4)10834.7%
 
ValueCountFrequency (%) 
1327714.1%
 
2330214.2%
 
313465.8%
 
410144.4%
 
510234.4%
 
69384.0%
 
713305.7%
 
812705.5%
 
913255.7%
 
1013595.9%
 
ValueCountFrequency (%) 
294291.8%
 
283631.6%
 
271940.8%
 
263951.7%
 
253901.7%
 
244301.9%
 
234281.8%
 
223041.3%
 
212851.2%
 
203751.6%
 

Education
Real number (ℝ≥0)

Distinct count5
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.908753773178094
Minimum1.0
Maximum5.0
Zeros0
Zeros (%)0.0%
Memory size181.3 KiB

Quantile statistics

Minimum1
5-th percentile1
Q12
median3
Q34
95-th percentile4
Maximum5
Range4
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.024915429
Coefficient of variation (CV)0.3523555132
Kurtosis-0.5688007436
Mean2.908753773
Median Absolute Deviation (MAD)1
Skewness-0.285631053
Sum67454
Variance1.050451636
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
3900638.8%
 
4625627.0%
 
2447219.3%
 
1270311.7%
 
57533.2%
 
ValueCountFrequency (%) 
1270311.7%
 
2447219.3%
 
3900638.8%
 
4625627.0%
 
57533.2%
 
ValueCountFrequency (%) 
57533.2%
 
4625627.0%
 
3900638.8%
 
2447219.3%
 
1270311.7%
 

EducationField
Real number (ℝ≥0)

ZEROS

Distinct count7
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.2420871065114274
Minimum0
Maximum6
Zeros441
Zeros (%)1.9%
Memory size181.3 KiB

Quantile statistics

Minimum0
5-th percentile1
Q11
median2
Q33
95-th percentile5
Maximum6
Range6
Interquartile range (IQR)2

Descriptive statistics

Standard deviation1.329382194
Coefficient of variation (CV)0.5929217425
Kurtosis-0.6833633972
Mean2.242087107
Median Absolute Deviation (MAD)1
Skewness0.5513050087
Sum51994
Variance1.767257018
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1957141.3%
 
3729631.5%
 
2252410.9%
 
520538.9%
 
413045.6%
 
04411.9%
 
61< 0.1%
 
ValueCountFrequency (%) 
04411.9%
 
1957141.3%
 
2252410.9%
 
3729631.5%
 
413045.6%
 
520538.9%
 
61< 0.1%
 
ValueCountFrequency (%) 
61< 0.1%
 
520538.9%
 
413045.6%
 
3729631.5%
 
2252410.9%
 
1957141.3%
 
04411.9%
 
Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
3
7142
4
7038
1
4524
2
4486
ValueCountFrequency (%) 
3714230.8%
 
4703830.3%
 
1452419.5%
 
2448619.3%
 

Length

Max length3
Median length3
Mean length3
Min length3

Overview of Unicode Properties

Unique unicode characters6
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
3714210.3%
 
4703810.1%
 
145246.5%
 
244866.4%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number4638066.7%
 
Other Punctuation2319033.3%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
02319050.0%
 
3714215.4%
 
4703815.2%
 
145249.8%
 
244869.7%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
.23190100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Common69570100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
3714210.3%
 
4703810.1%
 
145246.5%
 
244866.4%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII69570100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
3714210.3%
 
4703810.1%
 
145246.5%
 
244866.4%
 

Gender
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
1
13907
0
9283
ValueCountFrequency (%) 
11390760.0%
 
0928340.0%
 

HourlyRate
Real number (ℝ≥0)

Distinct count71
Unique (%)0.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean65.85774040534713
Minimum30
Maximum100
Zeros0
Zeros (%)0.0%
Memory size181.3 KiB

Quantile statistics

Minimum30
5-th percentile33
Q148
median66
Q383
95-th percentile97
Maximum100
Range70
Interquartile range (IQR)35

Descriptive statistics

Standard deviation20.33531248
Coefficient of variation (CV)0.3087763466
Kurtosis-1.19709654
Mean65.85774041
Median Absolute Deviation (MAD)18
Skewness-0.03516672052
Sum1527241
Variance413.5249336
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
664782.1%
 
844411.9%
 
484401.9%
 
424391.9%
 
964341.9%
 
984311.9%
 
794291.8%
 
874151.8%
 
574101.8%
 
564051.7%
 
524041.7%
 
324031.7%
 
543991.7%
 
723971.7%
 
923951.7%
 
463941.7%
 
733821.6%
 
433771.6%
 
453751.6%
 
823741.6%
 
783691.6%
 
813631.6%
 
953631.6%
 
603621.6%
 
623601.6%
 
Other values (46)1315156.7%
 
ValueCountFrequency (%) 
302901.3%
 
312421.0%
 
324031.7%
 
333051.3%
 
341890.8%
 
352841.2%
 
362871.2%
 
372961.3%
 
382060.9%
 
392701.2%
 
ValueCountFrequency (%) 
1002861.2%
 
993121.3%
 
984311.9%
 
973331.4%
 
964341.9%
 
953631.6%
 
943571.5%
 
932571.1%
 
923951.7%
 
912831.2%
 

JobInvolvement
Categorical

Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
3
13723
2
5903
4
 
2261
1
 
1303
ValueCountFrequency (%) 
31372359.2%
 
2590325.5%
 
422619.7%
 
113035.6%
 

Length

Max length3
Median length3
Mean length3
Min length3

Overview of Unicode Properties

Unique unicode characters6
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
31372319.7%
 
259038.5%
 
422613.2%
 
113031.9%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number4638066.7%
 
Other Punctuation2319033.3%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
02319050.0%
 
31372329.6%
 
2590312.7%
 
422614.9%
 
113032.8%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
.23190100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Common69570100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
31372319.7%
 
259038.5%
 
422613.2%
 
113031.9%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII69570100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
31372319.7%
 
259038.5%
 
422613.2%
 
113031.9%
 

JobRole
Real number (ℝ≥0)

ZEROS

Distinct count9
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.440922811556706
Minimum0
Maximum8
Zeros2077
Zeros (%)9.0%
Memory size181.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q12
median5
Q37
95-th percentile8
Maximum8
Range8
Interquartile range (IQR)5

Descriptive statistics

Standard deviation2.458825311
Coefficient of variation (CV)0.5536744085
Kurtosis-1.194407691
Mean4.440922812
Median Absolute Deviation (MAD)2
Skewness-0.3472185553
Sum102985
Variance6.045821909
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
7505721.8%
 
6459219.8%
 
2410017.7%
 
4236110.2%
 
020779.0%
 
315856.8%
 
812995.6%
 
512815.5%
 
18383.6%
 
ValueCountFrequency (%) 
020779.0%
 
18383.6%
 
2410017.7%
 
315856.8%
 
4236110.2%
 
512815.5%
 
6459219.8%
 
7505721.8%
 
812995.6%
 
ValueCountFrequency (%) 
812995.6%
 
7505721.8%
 
6459219.8%
 
512815.5%
 
4236110.2%
 
315856.8%
 
2410017.7%
 
18383.6%
 
020779.0%
 

JobSatisfaction
Categorical

Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
3
7209
2
7019
0
4560
1
4402
ValueCountFrequency (%) 
3720931.1%
 
2701930.3%
 
0456019.7%
 
1440219.0%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters4
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
3720931.1%
 
2701930.3%
 
0456019.7%
 
1440219.0%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number23190100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
3720931.1%
 
2701930.3%
 
0456019.7%
 
1440219.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Common23190100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
3720931.1%
 
2701930.3%
 
0456019.7%
 
1440219.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII23190100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
3720931.1%
 
2701930.3%
 
0456019.7%
 
1440219.0%
 

MaritalStatus
Categorical

Distinct count3
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
1
10613
2
7411
0
5166
ValueCountFrequency (%) 
11061345.8%
 
2741132.0%
 
0516622.3%
 

Length

Max length1
Median length1
Mean length1
Min length1

Overview of Unicode Properties

Unique unicode characters3
Unique unicode categories (?)1
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
11061345.8%
 
2741132.0%
 
0516622.3%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number23190100.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
11061345.8%
 
2741132.0%
 
0516622.3%
 

Most occurring scripts

ValueCountFrequency (%) 
Common23190100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
11061345.8%
 
2741132.0%
 
0516622.3%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII23190100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
11061345.8%
 
2741132.0%
 
0516622.3%
 

MonthlyIncome
Real number (ℝ≥0)

Distinct count1349
Unique (%)5.8%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean6507.905519620526
Minimum1009
Maximum19999
Zeros0
Zeros (%)0.0%
Memory size181.3 KiB

Quantile statistics

Minimum1009
5-th percentile2101.7
Q12911
median4936
Q38380
95-th percentile17856
Maximum19999
Range18990
Interquartile range (IQR)5469

Descriptive statistics

Standard deviation4706.369675
Coefficient of variation (CV)0.7231773204
Kurtosis0.9924438432
Mean6507.90552
Median Absolute Deviation (MAD)2208
Skewness1.367107101
Sum150918329
Variance22149915.52
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2342660.3%
 
2559540.2%
 
5562480.2%
 
6347480.2%
 
2741480.2%
 
2610480.2%
 
2380480.2%
 
2451470.2%
 
2404460.2%
 
3452460.2%
 
6142460.2%
 
2693450.2%
 
7756410.2%
 
4898380.2%
 
5204380.2%
 
3162380.2%
 
2028370.2%
 
9980370.2%
 
2911360.2%
 
10096340.1%
 
2044330.1%
 
3294330.1%
 
2377330.1%
 
5405330.1%
 
4941320.1%
 
Other values (1324)2213795.5%
 
ValueCountFrequency (%) 
1009160.1%
 
1051150.1%
 
1052160.1%
 
1081160.1%
 
1091160.1%
 
1102150.1%
 
1118160.1%
 
1129140.1%
 
1200150.1%
 
1223150.1%
 
ValueCountFrequency (%) 
19999160.1%
 
19973160.1%
 
19943160.1%
 
19926160.1%
 
19859160.1%
 
19847160.1%
 
19845160.1%
 
19833150.1%
 
19740160.1%
 
19717160.1%
 

MonthlyRate
Real number (ℝ≥0)

Distinct count1427
Unique (%)6.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean14302.076757222942
Minimum2094.0
Maximum26999.0
Zeros0
Zeros (%)0.0%
Memory size181.3 KiB

Quantile statistics

Minimum2094
5-th percentile3376
Q18053
median14222
Q320460
95-th percentile25388
Maximum26999
Range24905
Interquartile range (IQR)12407

Descriptive statistics

Standard deviation7100.061799
Coefficient of variation (CV)0.4964357218
Kurtosis-1.214388252
Mean14302.07676
Median Absolute Deviation (MAD)6204
Skewness0.01885809996
Sum331665160
Variance50410877.55
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
9150530.2%
 
4223480.2%
 
19373340.1%
 
6319320.1%
 
11737320.1%
 
2755320.1%
 
7744320.1%
 
12858320.1%
 
24444320.1%
 
3339320.1%
 
23016320.1%
 
6069320.1%
 
6670320.1%
 
16154320.1%
 
11652320.1%
 
2125320.1%
 
20284320.1%
 
21981320.1%
 
15891320.1%
 
22074320.1%
 
9096320.1%
 
21534320.1%
 
9558310.1%
 
6881310.1%
 
12355310.1%
 
Other values (1402)2235496.4%
 
ValueCountFrequency (%) 
2094160.1%
 
2097150.1%
 
2104160.1%
 
2112150.1%
 
2122160.1%
 
2125320.1%
 
2137160.1%
 
2227160.1%
 
2243160.1%
 
2253160.1%
 
ValueCountFrequency (%) 
26999160.1%
 
26997140.1%
 
26968160.1%
 
26959150.1%
 
26956160.1%
 
26933160.1%
 
26914160.1%
 
26897150.1%
 
26894150.1%
 
26862150.1%
 

NumCompaniesWorked
Real number (ℝ≥0)

ZEROS

Distinct count10
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.688702026735662
Minimum0.0
Maximum9.0
Zeros3144
Zeros (%)13.6%
Memory size181.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11
median2
Q34
95-th percentile8
Maximum9
Range9
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.498330461
Coefficient of variation (CV)0.9291957369
Kurtosis0.002593558123
Mean2.688702027
Median Absolute Deviation (MAD)1
Skewness1.025302724
Sum62351
Variance6.241655092
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1820935.4%
 
0314413.6%
 
3249310.8%
 
223039.9%
 
421819.4%
 
711675.0%
 
611044.8%
 
59944.3%
 
98103.5%
 
87853.4%
 
ValueCountFrequency (%) 
0314413.6%
 
1820935.4%
 
223039.9%
 
3249310.8%
 
421819.4%
 
59944.3%
 
611044.8%
 
711675.0%
 
87853.4%
 
98103.5%
 
ValueCountFrequency (%) 
98103.5%
 
87853.4%
 
711675.0%
 
611044.8%
 
59944.3%
 
421819.4%
 
3249310.8%
 
223039.9%
 
1820935.4%
 
0314413.6%
 

OverTime
Boolean

Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
0
16626
1
6564
ValueCountFrequency (%) 
01662671.7%
 
1656428.3%
 

PercentSalaryHike
Real number (ℝ≥0)

Distinct count15
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean15.215265200517464
Minimum11
Maximum25
Zeros0
Zeros (%)0.0%
Memory size181.3 KiB

Quantile statistics

Minimum11
5-th percentile11
Q112
median14
Q318
95-th percentile22
Maximum25
Range14
Interquartile range (IQR)6

Descriptive statistics

Standard deviation3.660004876
Coefficient of variation (CV)0.2405482144
Kurtosis-0.3092292942
Mean15.2152652
Median Absolute Deviation (MAD)2
Skewness0.817787238
Sum352842
Variance13.39563569
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
13331714.3%
 
11331614.3%
 
14318013.7%
 
12308613.3%
 
1515786.8%
 
1814006.0%
 
1713025.6%
 
1612355.3%
 
1912035.2%
 
228833.8%
 
208643.7%
 
217653.3%
 
234431.9%
 
243381.5%
 
252801.2%
 
ValueCountFrequency (%) 
11331614.3%
 
12308613.3%
 
13331714.3%
 
14318013.7%
 
1515786.8%
 
1612355.3%
 
1713025.6%
 
1814006.0%
 
1912035.2%
 
208643.7%
 
ValueCountFrequency (%) 
252801.2%
 
243381.5%
 
234431.9%
 
228833.8%
 
217653.3%
 
208643.7%
 
1912035.2%
 
1814006.0%
 
1713025.6%
 
1612355.3%
 
Distinct count2
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
3
19590
4
 
3600
ValueCountFrequency (%) 
31959084.5%
 
4360015.5%
 

Length

Max length3
Median length3
Mean length3
Min length3

Overview of Unicode Properties

Unique unicode characters4
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
31959028.2%
 
436005.2%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number4638066.7%
 
Other Punctuation2319033.3%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
02319050.0%
 
31959042.2%
 
436007.8%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
.23190100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Common69570100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
31959028.2%
 
436005.2%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII69570100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
31959028.2%
 
436005.2%
 
Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
3
7216
4
6834
2
4802
1
4338
ValueCountFrequency (%) 
3721631.1%
 
4683429.5%
 
2480220.7%
 
1433818.7%
 

Length

Max length3
Median length3
Mean length3
Min length3

Overview of Unicode Properties

Unique unicode characters6
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
3721610.4%
 
468349.8%
 
248026.9%
 
143386.2%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number4638066.7%
 
Other Punctuation2319033.3%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
02319050.0%
 
3721615.6%
 
4683414.7%
 
2480210.4%
 
143389.4%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
.23190100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Common69570100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
3721610.4%
 
468349.8%
 
248026.9%
 
143386.2%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII69570100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
3721610.4%
 
468349.8%
 
248026.9%
 
143386.2%
 

StockOptionLevel
Categorical

Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
0
9938
1
9407
2
2519
3
 
1326
ValueCountFrequency (%) 
0993842.9%
 
1940740.6%
 
2251910.9%
 
313265.7%
 

Length

Max length3
Median length3
Mean length3
Min length3

Overview of Unicode Properties

Unique unicode characters5
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
03312847.6%
 
.2319033.3%
 
1940713.5%
 
225193.6%
 
313261.9%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number4638066.7%
 
Other Punctuation2319033.3%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
03312871.4%
 
1940720.3%
 
225195.4%
 
313262.9%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
.23190100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Common69570100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
03312847.6%
 
.2319033.3%
 
1940713.5%
 
225193.6%
 
313261.9%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII69570100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
03312847.6%
 
.2319033.3%
 
1940713.5%
 
225193.6%
 
313261.9%
 

TotalWorkingYears
Real number (ℝ≥0)

Distinct count40
Unique (%)0.2%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean11.26921086675291
Minimum0.0
Maximum40.0
Zeros202
Zeros (%)0.9%
Memory size181.3 KiB

Quantile statistics

Minimum0
5-th percentile1
Q16
median10
Q315
95-th percentile28
Maximum40
Range40
Interquartile range (IQR)9

Descriptive statistics

Standard deviation7.765750658
Coefficient of variation (CV)0.689112197
Kurtosis0.9147370578
Mean11.26921087
Median Absolute Deviation (MAD)4
Skewness1.113724542
Sum261333
Variance60.30688329
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
10321413.9%
 
619708.5%
 
816267.0%
 
915256.6%
 
513816.0%
 
712745.5%
 
112645.5%
 
49784.2%
 
127513.2%
 
36652.9%
 
156172.7%
 
166102.6%
 
115672.4%
 
135662.4%
 
215362.3%
 
175112.2%
 
144862.1%
 
24822.1%
 
204762.1%
 
184231.8%
 
233521.5%
 
193491.5%
 
223271.4%
 
242861.2%
 
262211.0%
 
Other values (15)17337.5%
 
ValueCountFrequency (%) 
02020.9%
 
112645.5%
 
24822.1%
 
36652.9%
 
49784.2%
 
513816.0%
 
619708.5%
 
712745.5%
 
816267.0%
 
915256.6%
 
ValueCountFrequency (%) 
40350.2%
 
38160.1%
 
37550.2%
 
36900.4%
 
35450.2%
 
34810.3%
 
331100.5%
 
321480.6%
 
311460.6%
 
301030.4%
 

TrainingTimesLastYear
Real number (ℝ≥0)

ZEROS

Distinct count7
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.7988788270806384
Minimum0.0
Maximum6.0
Zeros854
Zeros (%)3.7%
Memory size181.3 KiB

Quantile statistics

Minimum0
5-th percentile1
Q12
median3
Q33
95-th percentile5
Maximum6
Range6
Interquartile range (IQR)1

Descriptive statistics

Standard deviation1.289952462
Coefficient of variation (CV)0.4608818536
Kurtosis0.49228502
Mean2.798878827
Median Absolute Deviation (MAD)1
Skewness0.5549557832
Sum64906
Variance1.663977353
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2864137.3%
 
3772933.3%
 
419498.4%
 
518618.0%
 
111204.8%
 
610364.5%
 
08543.7%
 
ValueCountFrequency (%) 
08543.7%
 
111204.8%
 
2864137.3%
 
3772933.3%
 
419498.4%
 
518618.0%
 
610364.5%
 
ValueCountFrequency (%) 
610364.5%
 
518618.0%
 
419498.4%
 
3772933.3%
 
2864137.3%
 
111204.8%
 
08543.7%
 

WorkLifeBalance
Categorical

Distinct count4
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size181.3 KiB
3
14099
2
5428
4
 
2409
1
 
1254
ValueCountFrequency (%) 
31409960.8%
 
2542823.4%
 
4240910.4%
 
112545.4%
 

Length

Max length3
Median length3
Mean length3
Min length3

Overview of Unicode Properties

Unique unicode characters6
Unique unicode categories (?)2
Unique unicode scripts (?)1
Unique unicode blocks (?)1
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
31409920.3%
 
254287.8%
 
424093.5%
 
112541.8%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number4638066.7%
 
Other Punctuation2319033.3%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
02319050.0%
 
31409930.4%
 
2542811.7%
 
424095.2%
 
112542.7%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
.23190100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Common69570100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
31409920.3%
 
254287.8%
 
424093.5%
 
112541.8%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII69570100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
.2319033.3%
 
02319033.3%
 
31409920.3%
 
254287.8%
 
424093.5%
 
112541.8%
 

YearsInCurrentRole
Real number (ℝ≥0)

ZEROS

Distinct count19
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean4.230530401034929
Minimum0.0
Maximum18.0
Zeros3877
Zeros (%)16.7%
Memory size181.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q12
median3
Q37
95-th percentile11
Maximum18
Range18
Interquartile range (IQR)5

Descriptive statistics

Standard deviation3.626983938
Coefficient of variation (CV)0.8573355097
Kurtosis0.4707190348
Mean4.230530401
Median Absolute Deviation (MAD)3
Skewness0.9158283975
Sum98106
Variance13.15501248
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
2587825.3%
 
0387716.7%
 
7348815.0%
 
321219.1%
 
416116.9%
 
814156.1%
 
910634.6%
 
18753.8%
 
65892.5%
 
55852.5%
 
104521.9%
 
113581.5%
 
132180.9%
 
141740.8%
 
121480.6%
 
151330.6%
 
161100.5%
 
17630.3%
 
18320.1%
 
ValueCountFrequency (%) 
0387716.7%
 
18753.8%
 
2587825.3%
 
321219.1%
 
416116.9%
 
55852.5%
 
65892.5%
 
7348815.0%
 
814156.1%
 
910634.6%
 
ValueCountFrequency (%) 
18320.1%
 
17630.3%
 
161100.5%
 
151330.6%
 
141740.8%
 
132180.9%
 
121480.6%
 
113581.5%
 
104521.9%
 
910634.6%
 

YearsSinceLastPromotion
Real number (ℝ≥0)

ZEROS

Distinct count16
Unique (%)0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean2.1821905993962916
Minimum0.0
Maximum15.0
Zeros9178
Zeros (%)39.6%
Memory size181.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q10
median1
Q33
95-th percentile9
Maximum15
Range15
Interquartile range (IQR)3

Descriptive statistics

Standard deviation3.215754567
Coefficient of variation (CV)1.473635973
Kurtosis3.626513336
Mean2.182190599
Median Absolute Deviation (MAD)1
Skewness1.987481318
Sum50605
Variance10.34107744
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
0917839.6%
 
1562424.3%
 
2251410.8%
 
712065.2%
 
49544.1%
 
38353.6%
 
57033.0%
 
65012.2%
 
113741.6%
 
82811.2%
 
92661.1%
 
152040.9%
 
131570.7%
 
121550.7%
 
141430.6%
 
10950.4%
 
ValueCountFrequency (%) 
0917839.6%
 
1562424.3%
 
2251410.8%
 
38353.6%
 
49544.1%
 
57033.0%
 
65012.2%
 
712065.2%
 
82811.2%
 
92661.1%
 
ValueCountFrequency (%) 
152040.9%
 
141430.6%
 
131570.7%
 
121550.7%
 
113741.6%
 
10950.4%
 
92661.1%
 
82811.2%
 
712065.2%
 
65012.2%
 

Employee Source
Real number (ℝ≥0)

ZEROS

Distinct count10
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.630185424752048
Minimum0
Maximum9
Zeros2103
Zeros (%)9.1%
Memory size181.3 KiB

Quantile statistics

Minimum0
5-th percentile0
Q11
median3
Q36
95-th percentile8
Maximum9
Range9
Interquartile range (IQR)5

Descriptive statistics

Standard deviation2.653754146
Coefficient of variation (CV)0.7310244065
Kurtosis-1.174607495
Mean3.630185425
Median Absolute Deviation (MAD)2
Skewness0.3423800113
Sum84184
Variance7.042411066
Histogram with fixed size bins (bins=10)
ValueCountFrequency (%) 
1535523.1%
 
8364115.7%
 
3250710.8%
 
4239710.3%
 
5231410.0%
 
623069.9%
 
221579.3%
 
021039.1%
 
74091.8%
 
91< 0.1%
 
ValueCountFrequency (%) 
021039.1%
 
1535523.1%
 
221579.3%
 
3250710.8%
 
4239710.3%
 
5231410.0%
 
623069.9%
 
74091.8%
 
8364115.7%
 
91< 0.1%
 
ValueCountFrequency (%) 
91< 0.1%
 
8364115.7%
 
74091.8%
 
623069.9%
 
5231410.0%
 
4239710.3%
 
3250710.8%
 
221579.3%
 
1535523.1%
 
021039.1%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

df_indexAgeAttritionBusinessTravelDailyRateDepartmentDistanceFromHomeEducationEducationFieldEnvironmentSatisfactionGenderHourlyRateJobInvolvementJobRoleJobSatisfactionMaritalStatusMonthlyIncomeMonthlyRateNumCompaniesWorkedOverTimePercentSalaryHikePerformanceRatingRelationshipSatisfactionStockOptionLevelTotalWorkingYearsTrainingTimesLastYearWorkLifeBalanceYearsInCurrentRoleYearsSinceLastPromotionEmployee Source
0041121102.0212.012.00943.0732599319479.08.01113.01.00.08.00.01.04.00.07
1141121102.0212.012.00943.0732599319479.04.01113.01.00.08.00.01.04.00.07
2241121102.0212.012.00943.0732599319479.08.01113.01.00.08.00.01.04.00.07
3341121102.0212.012.00943.0732599319479.04.01113.01.00.08.00.01.04.00.07
4441121102.0212.012.00943.0732599319479.08.01113.01.00.08.00.01.04.00.07
5541121102.0212.014.00333.03201475619730.02.01143.03.03.021.02.03.00.00.01
6641121102.0212.011.00413.0301195663854.05.00113.04.00.033.05.01.08.011.03
7741121102.0212.012.00943.0732599319479.04.01113.01.00.08.00.01.04.00.07
8841121102.0212.012.00943.0732599319479.08.01113.01.00.08.00.01.04.00.07
9941121102.0212.012.00943.0732599319479.04.01113.01.00.08.00.01.04.00.07

Last rows

df_indexAgeAttritionBusinessTravelDailyRateDepartmentDistanceFromHomeEducationEducationFieldEnvironmentSatisfactionGenderHourlyRateJobInvolvementJobRoleJobSatisfactionMaritalStatusMonthlyIncomeMonthlyRateNumCompaniesWorkedOverTimePercentSalaryHikePerformanceRatingRelationshipSatisfactionStockOptionLevelTotalWorkingYearsTrainingTimesLastYearWorkLifeBalanceYearsInCurrentRoleYearsSinceLastPromotionEmployee Source
23180234236002370.0114.034.00883.0512164133498.03.00163.02.02.027.02.03.02.01.04
23181234246002370.0114.014.00883.0511164133498.01.00163.02.02.027.02.03.02.01.04
23182234256002370.0114.033.01921.00301088320467.03.00203.03.01.019.02.04.00.00.01
23183234266002370.0114.013.01921.00301088320467.00.00203.03.01.019.02.04.00.00.01
23184234276002370.0114.033.01921.00321088320467.03.00204.03.01.020.02.03.07.02.01
23185234286002370.0114.013.01921.00301088320467.00.00204.03.01.019.02.04.00.00.01
23186234296002370.0114.033.01921.00301088320467.03.00203.03.01.019.02.04.00.00.01
23187234306002370.0114.013.01921.00301088320467.00.00203.03.01.019.02.04.00.00.01
23188234316002370.0114.033.01921.00321088320467.03.00204.03.01.020.02.03.07.02.01
23189234326002370.0114.013.01921.00301088320467.00.00204.03.01.019.02.04.00.00.01